Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: CCR7

Gene summary for CCR7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCR7

Gene ID

1236

Gene nameC-C motif chemokine receptor 7
Gene AliasBLR2
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P32248


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
1236CCR7Adj_PTCwithHT_6HumanThyroidHT1.73e-138.14e-010.02
1236CCR7PTCwithHT_6HumanThyroidHT3.60e-055.03e-010.02
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:005086319ThyroidHTregulation of T cell activation51/1272329/187232.58e-081.97e-0651
GO:004578530ThyroidHTpositive regulation of cell adhesion62/1272437/187232.61e-081.97e-0662
GO:002240726ThyroidHTregulation of cell-cell adhesion63/1272448/187232.83e-082.07e-0663
GO:000715920ThyroidHTleukocyte cell-cell adhesion54/1272371/187238.84e-085.23e-0654
GO:190303720ThyroidHTregulation of leukocyte cell-cell adhesion49/1272336/187233.27e-071.52e-0549
GO:005087018ThyroidHTpositive regulation of T cell activation36/1272216/187234.86e-072.11e-0536
GO:001988228ThyroidHTantigen processing and presentation23/1272106/187235.40e-072.33e-0523
GO:00512519ThyroidHTpositive regulation of lymphocyte activation51/1272362/187235.57e-072.38e-0551
GO:004211020ThyroidHTT cell activation63/1272487/187235.95e-072.51e-0563
GO:000181919ThyroidHTpositive regulation of cytokine production61/1272467/187236.46e-072.68e-0561
GO:000269610ThyroidHTpositive regulation of leukocyte activation55/1272409/187239.17e-073.70e-0555
GO:00508679ThyroidHTpositive regulation of cell activation55/1272420/187232.11e-067.61e-0555
GO:00507297ThyroidHTpositive regulation of inflammatory response26/1272142/187233.14e-061.08e-0426
GO:00321039ThyroidHTpositive regulation of response to external stimulus55/1272427/187233.50e-061.16e-0455
GO:002240924ThyroidHTpositive regulation of cell-cell adhesion41/1272284/187233.80e-061.24e-0441
GO:00313497ThyroidHTpositive regulation of defense response40/1272278/187235.40e-061.66e-0440
GO:190303919ThyroidHTpositive regulation of leukocyte cell-cell adhesion36/1272239/187235.54e-061.68e-0436
GO:19031319ThyroidHTmononuclear cell differentiation54/1272426/187236.88e-062.00e-0454
GO:004887230ThyroidHThomeostasis of number of cells38/1272272/187231.82e-054.31e-0438
GO:003109820ThyroidHTstress-activated protein kinase signaling cascade35/1272247/187232.84e-056.14e-0435
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
CCL21CCR7CCL21_CCR7CCLBreastADJ
CCL21CCR7CCL21_CCR7CCLBreastHealthy
CCL21CCR7CCL21_CCR7CCLBreastIDC
CCL21CCR7CCL21_CCR7CCLBreastPrecancer
CCL21CCR7CCL21_CCR7CCLEndometriumADJ
CCL21CCR7CCL21_CCR7CCLEndometriumAEH
CCL21CCR7CCL21_CCR7CCLEndometriumEEC
CCL21CCR7CCL21_CCR7CCLEndometriumHealthy
CCL19CCR7CCL19_CCR7CCLGCADJ
CCL21CCR7CCL21_CCR7CCLGCADJ
CCL19CCR7CCL19_CCR7CCLGCGC
CCL21CCR7CCL21_CCR7CCLGCGC
CCL21CCR7CCL21_CCR7CCLHNSCCADJ
CCL21CCR7CCL21_CCR7CCLHNSCCOSCC
CCL19CCR7CCL19_CCR7CCLHNSCCPrecancer
CCL21CCR7CCL21_CCR7CCLLungADJ
CCL21CCR7CCL21_CCR7CCLLungAIS
CCL19CCR7CCL19_CCR7CCLLungIAC
CCL21CCR7CCL21_CCR7CCLLungIAC
CCL21CCR7CCL21_CCR7CCLLungMIAC
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
CCR7SNVMissense_Mutationc.415N>Tp.Ser139Cysp.S139CP32248protein_codingdeleterious(0)probably_damaging(0.984)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CCR7SNVMissense_Mutationc.7N>Ap.Leu3Metp.L3MP32248protein_codingtolerated_low_confidence(0.16)benign(0)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCR7SNVMissense_Mutationc.8T>Ap.Leu3Glnp.L3QP32248protein_codingtolerated_low_confidence(0.5)benign(0.013)TCGA-D8-A1JG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CCR7SNVMissense_Mutationnovelc.944N>Ap.Ala315Aspp.A315DP32248protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCR7SNVMissense_Mutationc.252C>Gp.Ile84Metp.I84MP32248protein_codingdeleterious(0.03)possibly_damaging(0.657)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
CCR7SNVMissense_Mutationrs775899752c.919N>Ap.Ala307Thrp.A307TP32248protein_codingtolerated(0.05)possibly_damaging(0.692)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCR7SNVMissense_Mutationrs374797000c.1088G>Ap.Arg363Hisp.R363HP32248protein_codingdeleterious(0.01)benign(0.005)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
CCR7SNVMissense_Mutationrs753561165c.626N>Ap.Arg209Glnp.R209QP32248protein_codingtolerated(0.36)possibly_damaging(0.846)TCGA-A6-5662-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinPD
CCR7SNVMissense_Mutationrs764245161c.799N>Ap.Ala267Thrp.A267TP32248protein_codingdeleterious(0.03)possibly_damaging(0.692)TCGA-AA-3506-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCR7SNVMissense_Mutationc.926A>Gp.Asp309Glyp.D309GP32248protein_codingdeleterious(0.01)possibly_damaging(0.636)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
1236CCR7DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, G PROTEIN COUPLED RECEPTORagonist135651670
1236CCR7DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, G PROTEIN COUPLED RECEPTORagonist178100552
1236CCR7DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, G PROTEIN COUPLED RECEPTORagonist135651663
1236CCR7DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, G PROTEIN COUPLED RECEPTORagonist252166852
1236CCR7DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, G PROTEIN COUPLED RECEPTORagonist178100551
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